一种为儿童人物画制作动画的方法
A Method for Animating Children's Drawings of the Human Figure
AI总结：
提出一种自动为儿童人物画制作动画的鲁棒系统，并发布了同类首创的包含超17.8万幅画作的Amateur Drawings Dataset。
摘要：
儿童的画作具有奇妙的独创性、创造性和多样性。我们提出了一种系统，能自动为儿童的人物画制作动画，对这些画作中固有的差异具有鲁棒性，且足够简单易用，任何人都可以使用。我们通过构建并发布Animated Drawings Demo来展示我们方法的价值和广泛吸引力，这是一个免费提供的公共网站，已被全球数百万人使用。我们提出了一组实验，探索微调所需的训练数据量，并进行了一项感知研究，展示了一种新颖的扭曲视角重定向技术的吸引力。最后，我们介绍了Amateur Drawings Dataset，这是一个同类首创的标注数据集，通过公共演示收集，包含超过178,000幅业余画作以及用户认可的角色边界框、分割掩码和关节位置标注。
英文摘要：
Children's drawings have a wonderful inventiveness, creativity, and variety to them. We present a system that automatically animates children's drawings of the human figure, is robust to the variance inherent in these depictions, and is simple and straightforward enough for anyone to use. We demonstrate the value and broad appeal of our approach by building and releasing the Animated Drawings Demo, a freely available public website that has been used by millions of people around the world. We present a set of experiments exploring the amount of training data needed for fine-tuning, as well as a perceptual study demonstrating the appeal of a novel twisted perspective retargeting technique. Finally, we introduce the Amateur Drawings Dataset, a first-of-its-kind annotated dataset, collected via the public demo, containing over 178,000 amateur drawings and corresponding user-accepted character bounding boxes, segmentation masks, and joint location annotations.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
